Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

All sources, flag “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-104687	ENR	Gregory E Austin	1953-06-11	UHC-05709-73	3376217953	1550 Market St # 538, Orlando, FL, 32863	0.68	Two-digit birth year Member ID reformatted Unit split from street Whitespace trimmed
ENR-108895	ENR	Amaanda Evans	2000-03-03	UHC-14543-34	—	3904 Ocean Ave Apt 28, San Diego, CA, 92154	0.68	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed
ENR-140589	ENR	Elizabeth C Gomez	1971-01-28	UHC-07240-65	2184320491	3059 Sunset Blvd Apt 10, Nashville, TN, 37297	0.68	Name split from “Last, First”Date of birth reformatted Unit split from street Whitespace trimmed
CLM-407111	CLM	Pamela Mitchell	1997-11-08	UHC-76970-81	—	5418 River Rd Apt 26, Phoenix, AZ, 85073	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
CLM-415273	CLM	Kimberly Marquez	1942-05-15	—	9042302544	1432 Valley View Dr # 146, Las Vegas, NV, 89170	0.68	Unit split from street Email lower-cased Gender normalised Placeholder values cleared
ENR-139985	ENR	Stephen Sims	1961-07-13	UHC-38525-74	4468946351	757 Spring St # 451, Columbus, OH, 43239	0.68	Phone reformatted SSN last four extracted Unit split from street Whitespace trimmed
CLM-418833	CLM	Henry Scott	1959-07-01	—	—	6046 Baseline Rd # 381, Denver, CO, 80268	0.68	Name re-cased Two-digit birth year Unit split from street Placeholder values cleared
ENR-126968	ENR	Roger K Howard	1981-11-11	UHC-06462-65	5718494467	8865 Bayshore Dr Apt 36, Tampa, FL, 33630	0.68	Phone reformatted Unit split from street Street suffix standardised Address re-cased
TPA-58907	TPA	Samantha King	1995-06-21	—	—	8728 Hillcrest Rd Apt 9, San Diego, CA, 92102	0.68	Unit split from street State name converted to code Whitespace trimmed Placeholder values cleared
ENR-109916	ENR	Sandra R Sanders	1958-04-12	UHC-26766-16	9358289327	189 Lincoln Way Apt 2, San Antonio, TX, 78214	0.68	Phone reformatted Unit split from street City re-cased ZIP+4 trimmed
CLM-410412	CLM	Teresa Myers	1966-05-12	—	—	3439 Pine Dr # 847, Tucson, AZ, 85763	0.68	Unit split from street Gender normalised Whitespace trimmed Placeholder values cleared
CLM-432164	CLM	Rachel Holmes	1982-08-28	—	—	9194 Desert Sky Blvd Apt 19, Los Angeles, CA, 90001	0.68	Unit split from street ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-105570	ENR	Helen A Reid	1977-12-18	UHC-20237-14	2815645615	1376 Mesa Dr Apt 10, Orlando, FL, 32851	0.68	Two-digit birth year Phone reformatted Unit split from street Placeholder values cleared
PRV-27050	PRV	Ryan Myers	1951-06-28	UHC-22890-68	5225174293	3563 River Rd Apt 30, Plano, TX, 75031	0.68	Two-digit birth year Unit split from street Whitespace trimmed Placeholder values cleared
ENR-138649	ENR	Melissa Burns	1981-06-05	UHC-05550-71	5948590409	5052 Willow Ct Apt 2, Gilbert, AZ, 85218	0.68	Name re-cased Phone reformatted Unit split from street Gender normalised
CLM-401058	CLM	Charles Hunter	1989-06-08	—	—	5023 Elm St Apt 4, Tempe, AZ, 85267	0.68	Name re-cased Unit split from street Street suffix standardised Address re-cased
ENR-101986	ENR	Carol M Gibson	1938-09-06	UHC-84911-32	9166685987	2201 Market St # 944, Plano, TX, 75022	0.68	Phone reformatted Unit split from street Street suffix standardised Address re-cased
ENR-139228	ENR	Melissa Soto	1979-06-25	UHC-47899-58	2323469411	4356 Jefferson Ave # 435, Fresno, CA, 93723	0.68	Phone reformatted Unit split from street Street suffix standardised Address re-cased
CLM-406540	CLM	Christopher Owens	1988-11-07	UHC-06809-20	—	5084 Broadway # 916, Gilbert, AZ, 85246	0.68	Two-digit birth year Unit split from street Whitespace trimmed Placeholder values cleared
CLM-429923	CLM	Stephen Freeman	1991-10-18	UHC-40496-41	—	1765 Spring St # 190, Atlanta, GA, 30398	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
CLM-418728	CLM	Catherine Smith	1969-04-03	UHC-24248-33	—	6032 Market St Apt 31, Dallas, TX, 75299	0.68	Name split from “Last, First”Unit split from street City re-cased Placeholder values cleared
PRV-29159	PRV	Brandon Z Johnson	1987-01-18	UHC-07574-46	2287249230	3554 Park Pl Apt 25, Tucson, AZ, 85738	0.68	Phone reformatted Unit split from street State name converted to code Placeholder values cleared
CLM-410518	CLM	Diego M Martin	2007-11-05	—	—	2849 Apache Blvd # 993, Orlando, FL, 32872	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
PRV-25347	PRV	Jordan Z Perry	1955-11-17	—	6209529652	6145 Sunset Blvd Apt 15, Phoenix, AZ	0.68	Phone reformatted Unit split from street ZIP missing Placeholder values cleared
TPA-53594	TPA	Ana Richards	2001-02-07	—	—	6758 Grand Ave # 689, Seattle, WA, 98131	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
TPA-63325	TPA	Ronald Thomas	1999-03-07	—	—	700 Grand Ave Apt 11, Los Angeles, CA, 90054	0.68	Unit split from street City re-cased ZIP+4 trimmed Placeholder values cleared
CLM-414662	CLM	Sue Carr	2004-06-19	—	—	8577 Spring St # 711, Charlotte, NC, 28263	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
CLM-402682	CLM	Alan Jacobs	1988-10-28	UHC-31939-59	—	7390 Desert Sky Blvd # 755, Eden Prairie, MN, 55388	0.68	Unit split from street State name converted to code Whitespace trimmed Placeholder values cleared
CLM-420756	CLM	Jacob Maldonado	1996-07-26	UHC-78781-64	—	4546 Ridge Rd Apt 30, San Diego, CA, 92121	0.68	Name split from “Last, First”Date of birth reformatted Unit split from street Placeholder values cleared
PRV-20981	PRV	William Cruz	1964-02-18	—	8504105099	8853 Baseline Rd Apt 15, Chandler, AZ, 85209	0.68	Phone reformatted Unit split from street Gender normalised Placeholder values cleared
CLM-404106	CLM	Emily X Jenkins	2001-03-17	—	8436494979	7216 Canyon Rd # 969, Austin, TX, 78700	0.68	Name split from “Last, First”Phone reformatted Unit split from street City re-cased
ENR-108702	ENR	Terry F Kelly	1981-02-01	UHC-39031-08	7678597949	2627 Highland Ave # 743, Phoenix, AZ, 85077	0.68	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed
CLM-409640	CLM	Willie P Hoffman	1963-05-05	—	—	5145 Mesa Dr # 694, Denver, CO, 80241	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
ENR-133333	ENR	Edward Weber	1993-05-22	UHC-08283-53	6826281643	8099 Elm St # 474, San Antonio, TX, 78287	0.68	Phone reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed
CLM-405081	CLM	Sofia Fuller	1956-08-14	—	—	9744 Cedar Ln # 821, Tucson, AZ, 85784	0.68	Name split from “Last, First”Date of birth reformatted Unit split from street Placeholder values cleared
CLM-409467	CLM	Sara E Boyd	1944-07-08	UHC-17819-97	—	6365 Sage Ct # 465, Scottsdale, AZ, 85281	0.68	Unit split from street Email lower-cased Gender normalised Placeholder values cleared
ENR-129527	ENR	Lori Wang	1973-04-24	UHC-32944-06	2679288761	3476 Park Pl Apt 30, Nashville, TN, 37295	0.68	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed
CLM-414705	CLM	Cynthia Green	1979-06-21	UHC-66762-67	—	1316 Jefferson Ave Apt 29, Orlando, FL, 32883	0.68	Member ID reformatted Unit split from street State name converted to code Placeholder values cleared
ENR-118332	ENR	Marcus Cole	2006-08-10	UHC-24481-53	4087511612	6687 Canyon Rd # 946, Miami, FL, 33122	0.68	Unit split from street Street suffix standardised Address re-cased City re-cased
CLM-427646	CLM	Sofia Arnold	1973-09-13	UHC-41265-38	6218378889	423 Market St # 601, Sacramento, CA, 95843	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
ENR-118689	ENR	Alice C Howell	1999-02-22	UHC-12482-61	7373880070	5815 Broadway Apt 1, San Diego, CA, 92134	0.68	Name re-cased Two-digit birth year Unit split from street City re-cased
CLM-406907	CLM	Lauren Moore	1988-05-28	UHC-05013-55	4105489520	8085 Spring St # 934, Tempe, AZ, 85217	0.68	Name re-cased Unit split from street ZIP+4 trimmed Placeholder values cleared
TPA-57824	TPA	Robert Palmer	1977-11-13	—	8903221400	5226 Forest Ave # 180, Tucson, AZ, 85735	0.68	Name split from “Last, First”Unit split from street City re-cased Placeholder values cleared
ENR-131868	ENR	Tricia F Mitchell	1952-07-05	UHC-13997-68	2745877970	7302 Palm Dr Apt 20, Fresno, CA, 93723	0.68	Unit split from street Street suffix standardised Address re-cased Email lower-cased
TPA-50979	TPA	Christine R Andrews	1951-11-11	—	5593798758	5495 Willow Ct Apt 33, Mesa, AZ, 85224	0.68	Phone reformatted Unit split from street Gender normalised Placeholder values cleared
TPA-51343	TPA	Fatima Jones	1965-05-13	—	—	8055 Harbor Blvd # 778, Seattle, WA, 98167	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
ENR-109545	ENR	Kim White	1944-07-03	UHC-64583-03	3988542727	6560 Camelback Rd Apt 10, San Antonio, TX, 78255	0.68	Two-digit birth year Phone reformatted Unit split from street Email lower-cased
ENR-125916	ENR	Valentina B Ramirez	1985-01-05	UHC-86890-39	—	6966 Market St Apt 12, Las Vegas, NV, 89196	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
ENR-120736	ENR	Nicole Z Daniels	2002-09-27	UHC-34186-32	2206392988	6952 Central Ave Apt 38, Tampa, FL, 33627	0.68	Two-digit birth year Phone reformatted Member ID reformatted Unit split from street
CLM-402562	CLM	Melissa Black	1988-07-05	—	8829433229	2435 Meadow Ln Apt 16, Eden Prairie, MN, 55353	0.68	Name split from “Last, First”Phone reformatted Unit split from street Placeholder values cleared

6,994 rows, page 106 of 140Previous Next